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The Elements of Statistical Learning: Data Mining, Inference, and Predictio…


This book describes the important ideas in a variety of fields such as medicine, biology, finance, and marketingĀ in a common conceptual framework. While the approach is statistical, the emphasis is on concepts rather than mathematics. Many examples are given, with a liberal use of colour graphics. It isĀ a valuable resource for statisticians and anyone interested in data mining in science or industry. The book’s coverage is broad, from supervised learning (prediction) to unsupervised…

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The Elements Of Statistical Learning

ISBN 10 : 9780387216065
ISBN 13 : 0387216065

During the past decade there has been an explosion in computation and information technology. With it have come vast amounts of data in a variety of fields such as medicine, biolog..


An Introduction To Statistical Learning

ISBN 10 : 9781461471387
ISBN 13 : 1461471389

An Introduction to Statistical Learning provides an accessible overview of the field of statistical learning, an essential toolset for making sense of the vast and complex data set..


Applied Predictive Modeling

ISBN 10 : 9781461468493
ISBN 13 : 1461468493

This text is intended for a broad audience as both an introduction to predictive models as well as a guide to applying them. Non-mathematical readers will appreciate the intuitive ..


Ensemble Methods In Data Mining

ISBN 10 : 9781608452842
ISBN 13 : 1608452840

"Ensemble methods have been called the most influential development in Data Mining and Machine Learning in the past decade. They combine multiple models into one usually more accur..


Computer Age Statistical Inference

ISBN 10 : 9781107149892
ISBN 13 : 1107149894

Take an exhilarating journey through the modern revolution in statistics with two of the ringleaders...


Statistical Learning With Sparsity

ISBN 10 : 9781498712170
ISBN 13 : 1498712177

Discover New Methods for Dealing with High-Dimensional Data A sparse statistical model has only a small number of nonzero parameters or weights; therefore, it is much easier to est..


Prediction Learning And Games

ISBN 10 : 9781139454827
ISBN 13 : 113945482X

This important text and reference for researchers and students in machine learning, game theory, statistics and information theory offers a comprehensive treatment of the problem o..


All Of Statistics

ISBN 10 : 9780387217369
ISBN 13 : 0387217363

Taken literally, the title "All of Statistics" is an exaggeration. But in spirit, the title is apt, as the book does cover a much broader range of topics than a typical introductor..


Large Scale Inference

ISBN 10 : 9781139492133
ISBN 13 : 1139492136

We live in a new age for statistical inference, where modern scientific technology such as microarrays and fMRI machines routinely produce thousands and sometimes millions of paral..


Machine Learning

ISBN 10 : 9780262018029
ISBN 13 : 0262018020

A comprehensive introduction to machine learning that uses probabilistic models and inference as a unifying approach...